ComfyUI/comfy_api_nodes/util/conversions.py

26 lines
788 B
Python

from io import BytesIO
import numpy as np
from PIL import Image
import torch
def bytesio_to_image_tensor(image_bytesio: BytesIO, mode: str = "RGBA") -> torch.Tensor:
"""Converts image data from BytesIO to a torch.Tensor.
Args:
image_bytesio: BytesIO object containing the image data.
mode: The PIL mode to convert the image to (e.g., "RGB", "RGBA").
Returns:
A torch.Tensor representing the image (1, H, W, C).
Raises:
PIL.UnidentifiedImageError: If the image data cannot be identified.
ValueError: If the specified mode is invalid.
"""
image = Image.open(image_bytesio)
image = image.convert(mode)
image_array = np.array(image).astype(np.float32) / 255.0
return torch.from_numpy(image_array).unsqueeze(0)